{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.92873333333333°C and 35.08326666666666°C\n",
      "with a speed of roughly 16.795444444444442°C per hour\n",
      "we see a voltage tempco of roughly 0.049120462560428936 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230127-120917_ADRmu107_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu107 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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